{
 "cells": [
  {
   "cell_type": "raw",
   "id": "43a296e0",
   "metadata": {},
   "source": [
    "首先加载将要使用的软件包。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cdaab776",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "# data visualization\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1b9b9b67",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n",
    "sns.set(font='SimHei')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6494abc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>开盘</th>\n",
       "      <th>收盘</th>\n",
       "      <th>最高</th>\n",
       "      <th>最低</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-11-09</td>\n",
       "      <td>27.80</td>\n",
       "      <td>27.54</td>\n",
       "      <td>28.14</td>\n",
       "      <td>26.89</td>\n",
       "      <td>856249</td>\n",
       "      <td>2348800992</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-11-10</td>\n",
       "      <td>27.98</td>\n",
       "      <td>27.32</td>\n",
       "      <td>27.98</td>\n",
       "      <td>26.91</td>\n",
       "      <td>558824</td>\n",
       "      <td>1523209504</td>\n",
       "      <td>3.89</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-11-11</td>\n",
       "      <td>27.33</td>\n",
       "      <td>28.31</td>\n",
       "      <td>28.86</td>\n",
       "      <td>27.21</td>\n",
       "      <td>1015374</td>\n",
       "      <td>2873205488</td>\n",
       "      <td>6.04</td>\n",
       "      <td>3.62</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-11-12</td>\n",
       "      <td>28.31</td>\n",
       "      <td>28.70</td>\n",
       "      <td>28.88</td>\n",
       "      <td>27.91</td>\n",
       "      <td>718595</td>\n",
       "      <td>2041558432</td>\n",
       "      <td>3.43</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-11-13</td>\n",
       "      <td>28.28</td>\n",
       "      <td>28.16</td>\n",
       "      <td>28.50</td>\n",
       "      <td>27.60</td>\n",
       "      <td>674807</td>\n",
       "      <td>1888773520</td>\n",
       "      <td>3.14</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           日期     开盘     收盘     最高     最低      成交量         成交额    振幅   涨跌幅  \\\n",
       "0  2020-11-09  27.80  27.54  28.14  26.89   856249  2348800992  4.55  0.18   \n",
       "1  2020-11-10  27.98  27.32  27.98  26.91   558824  1523209504  3.89 -0.80   \n",
       "2  2020-11-11  27.33  28.31  28.86  27.21  1015374  2873205488  6.04  3.62   \n",
       "3  2020-11-12  28.31  28.70  28.88  27.91   718595  2041558432  3.43  1.38   \n",
       "4  2020-11-13  28.28  28.16  28.50  27.60   674807  1888773520  3.14 -1.88   \n",
       "\n",
       "    涨跌额   换手率  \n",
       "0  0.05  1.01  \n",
       "1 -0.22  0.66  \n",
       "2  0.99  1.20  \n",
       "3  0.39  0.85  \n",
       "4 -0.54  0.80  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load data\n",
    "df_train = pd.read_csv('../dataset/600031.csv')\n",
    "# Show first lines of data\n",
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "79732f19",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8d389e0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train.set_index('日期',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "65634127",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>开盘</th>\n",
       "      <th>收盘</th>\n",
       "      <th>最高</th>\n",
       "      <th>最低</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-11-09</th>\n",
       "      <td>27.80</td>\n",
       "      <td>27.54</td>\n",
       "      <td>28.14</td>\n",
       "      <td>26.89</td>\n",
       "      <td>856249</td>\n",
       "      <td>2348800992</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10</th>\n",
       "      <td>27.98</td>\n",
       "      <td>27.32</td>\n",
       "      <td>27.98</td>\n",
       "      <td>26.91</td>\n",
       "      <td>558824</td>\n",
       "      <td>1523209504</td>\n",
       "      <td>3.89</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11</th>\n",
       "      <td>27.33</td>\n",
       "      <td>28.31</td>\n",
       "      <td>28.86</td>\n",
       "      <td>27.21</td>\n",
       "      <td>1015374</td>\n",
       "      <td>2873205488</td>\n",
       "      <td>6.04</td>\n",
       "      <td>3.62</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12</th>\n",
       "      <td>28.31</td>\n",
       "      <td>28.70</td>\n",
       "      <td>28.88</td>\n",
       "      <td>27.91</td>\n",
       "      <td>718595</td>\n",
       "      <td>2041558432</td>\n",
       "      <td>3.43</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13</th>\n",
       "      <td>28.28</td>\n",
       "      <td>28.16</td>\n",
       "      <td>28.50</td>\n",
       "      <td>27.60</td>\n",
       "      <td>674807</td>\n",
       "      <td>1888773520</td>\n",
       "      <td>3.14</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               开盘     收盘     最高     最低      成交量         成交额    振幅   涨跌幅   涨跌额  \\\n",
       "日期                                                                              \n",
       "2020-11-09  27.80  27.54  28.14  26.89   856249  2348800992  4.55  0.18  0.05   \n",
       "2020-11-10  27.98  27.32  27.98  26.91   558824  1523209504  3.89 -0.80 -0.22   \n",
       "2020-11-11  27.33  28.31  28.86  27.21  1015374  2873205488  6.04  3.62  0.99   \n",
       "2020-11-12  28.31  28.70  28.88  27.91   718595  2041558432  3.43  1.38  0.39   \n",
       "2020-11-13  28.28  28.16  28.50  27.60   674807  1888773520  3.14 -1.88 -0.54   \n",
       "\n",
       "             换手率  \n",
       "日期                \n",
       "2020-11-09  1.01  \n",
       "2020-11-10  0.66  \n",
       "2020-11-11  1.20  \n",
       "2020-11-12  0.85  \n",
       "2020-11-13  0.80  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b96ac112",
   "metadata": {},
   "outputs": [],
   "source": [
    "datalist = list()\n",
    "for i in range(0, len(df_train)):\n",
    "    if df_train.iloc[i, list(df_train.columns).index('涨跌幅')] > 0:\n",
    "        datalist.append(1)\n",
    "    else:\n",
    "        datalist.append(0)\n",
    "df_train['是否涨跌'] = datalist"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb49790f",
   "metadata": {},
   "source": [
    "Seaborn library 是一个流行作图工具。这里以它为例作图，直观地分析数据中的每个特征值和目标（survived）关系。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b16b9c9e",
   "metadata": {},
   "source": [
    "# 下面的函数用于调整图形中文本信息的尺寸和位置。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "318a53a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function of drawing graph;\n",
    "def draw(graph):\n",
    "    for p in graph.patches:\n",
    "        height = p.get_height()\n",
    "        graph.text(p.get_x()+p.get_width()/2., height + 5,height ,ha= \"center\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56efe910",
   "metadata": {},
   "source": [
    "* 第一种方式\n",
    "    x: x轴上的条形图，以x标签划分统计个数\n",
    "\n",
    "    y: y轴上的条形图，以y标签划分统计个数\n",
    "\n",
    "    hue: 在x或y标签划分的同时，再以hue标签划分统计个数\n",
    "* 第二种方式\n",
    "    x: x轴上的条形图，直接为series数据\n",
    "\n",
    "    y: y轴上的条形图，直接为series数据\n",
    "    \n",
    "    sns.countplot(x=df_train['是否涨跌'])\n",
    "\n",
    "data: DataFrame或array或array列表，用于绘图的数据集，x或y缺失时，data参数为数据集，同时x或y不可缺少，必须要有其中一个。\n",
    "\n",
    "order, hue_order分别是对x或y的字段排序，hue的字段排序。排序的方式为列表。\n",
    "order=['Third', 'Second', 'First']\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "caa7faee",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "posx and posy should be finite values\n",
      "posx and posy should be finite values\n",
      "posx and posy should be finite values\n",
      "posx and posy should be finite values\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw rise vs. non-rise;\n",
    "plt.figure(figsize = (8, 5))\n",
    "graph= sns.countplot(x='是否涨跌', hue=\"是否涨跌\", data=df_train)\n",
    "\n",
    "draw(graph)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53cf62a7",
   "metadata": {},
   "source": [
    "# **Line Plot**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dcc003d",
   "metadata": {},
   "source": [
    "线图中x轴式序号，y轴有两列数据：涨跌幅, 换手率."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1ad0760c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "\n",
    "plt.title(\"Line Plot of '涨跌幅' and '换手率'\")\n",
    "\n",
    "graph = sns.lineplot(data=df_train[['涨跌幅', '换手率']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e08c5ab2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "\n",
    "plt.title(\"Scatter Plot of 换手率\")\n",
    "\n",
    "graph = sns.scatterplot(x=df_train['换手率'], y=df_train['是否涨跌'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f2d079b",
   "metadata": {},
   "source": [
    "# **Histogram**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce3833d7",
   "metadata": {},
   "source": [
    "直方图描述 成交量 的分布规律"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9785181e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "H:\\deep\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "\n",
    "plt.title(\"Histogram of '成交量'\")\n",
    "\n",
    "graph = sns.distplot(a=df_train['成交量'], kde=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a31c6dd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "\n",
    "plt.title(\"Histogram of '成交量'\")\n",
    "\n",
    "graph = sns.kdeplot(data=df_train['成交量'], shade=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ee48962",
   "metadata": {},
   "source": [
    "# **Bar Chat**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ab60748",
   "metadata": {},
   "source": [
    "条形图描述成交量的变化规律。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fa696f97",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "\n",
    "plt.title(\"BarChart of '成交量'\")\n",
    "\n",
    "graph = sns.barplot(x=df_train.index, y=df_train['成交量'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9d3bee0",
   "metadata": {},
   "source": [
    "# **Heat Map**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "274a0e36",
   "metadata": {},
   "source": [
    "热图用颜色描述 成交量 的数值变化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dad278ef",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "\n",
    "plt.title(\"Heatmap of 成交量\")\n",
    "\n",
    "graph = sns.heatmap(data=df_train[['成交量']], annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4026cd2f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "deep",
   "language": "python",
   "name": "deep"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
